{"id":14346591,"date":"2026-01-09T14:37:52","date_gmt":"2026-01-09T07:37:52","guid":{"rendered":"https:\/\/yp.vn\/?p=14346591"},"modified":"2026-01-09T14:37:52","modified_gmt":"2026-01-09T07:37:52","slug":"bac-dan-vong-bi-trong-ky-nguyen-iot-tu-co-khi-den-du-bao-loi","status":"publish","type":"post","link":"https:\/\/yp.com.vn\/bac-dan-vong-bi-trong-ky-nguyen-iot-tu-co-khi-den-du-bao-loi\/","title":{"rendered":"B\u1ea1c \u0111\u1ea1n v\u00f2ng bi trong K\u1ef7 nguy\u00ean IOT: T\u1eeb linh ki\u1ec7n c\u01a1 kh\u00ed t\u0129nh l\u1eb7ng \u0111\u1ebfn C\u1ea3m bi\u1ebfn d\u1ef1 b\u00e1o l\u1ed7i"},"content":{"rendered":"<p data-path-to-node=\"3\">Trong th\u1ebf gi\u1edbi c\u00f4ng nghi\u1ec7p hi\u1ec7n \u0111\u1ea1i, <a href=\"https:\/\/yp.vn\/nganh-nghe\/cong-nghiep-co-khi-cong-nghiep-102\/bac-dan-vong-bi-802\/\" rel=\"nofollow noopener\" target=\"_blank\"><strong>b\u1ea1c \u0111\u1ea1n<\/strong><\/a> (hay v\u00f2ng bi) l\u00e0 m\u1ed9t th\u00e0nh ph\u1ea7n c\u01a1 kh\u00ed t\u01b0\u1edfng ch\u1eebng nh\u1ecf b\u00e9 nh\u01b0ng l\u1ea1i \u0111\u00f3ng vai tr\u00f2 t\u1ed1i quan tr\u1ecdng. Ch\u00fang l\u00e0 x\u01b0\u01a1ng s\u1ed1ng c\u1ee7a m\u1ecdi c\u1ed7 m\u00e1y quay, t\u1eeb \u0111\u1ed9ng c\u01a1 \u0111i\u1ec7n nh\u1ecf \u0111\u1ebfn c\u00e1c tuabin gi\u00f3 kh\u1ed5ng l\u1ed3, \u0111\u1ea3m b\u1ea3o s\u1ef1 v\u1eadn h\u00e0nh tr\u01a1n tru v\u00e0 hi\u1ec7u qu\u1ea3. Tuy nhi\u00ean, theo th\u1eddi gian, <a href=\"https:\/\/yp.vn\/nganh-nghe\/cong-nghiep-co-khi-cong-nghiep-102\/bac-dan-vong-bi-802\/\" rel=\"nofollow noopener\" target=\"_blank\"><strong>b\u1ea1c \u0111\u1ea1n<\/strong><\/a> lu\u00f4n ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t k\u1ebb th\u00f9 chung: s\u1ef1 hao m\u00f2n v\u00e0 h\u1ecfng h\u00f3c.<\/p>\n<p data-path-to-node=\"3\">Tr\u01b0\u1edbc \u0111\u00e2y, vi\u1ec7c ph\u00e1t hi\u1ec7n v\u00e0 kh\u1eafc ph\u1ee5c l\u1ed7i b\u1ea1c \u0111\u1ea1n th\u01b0\u1eddng mang t\u00ednh b\u1ecb \u0111\u1ed9ng, d\u1eabn \u0111\u1ebfn th\u1eddi gian ch\u1ebft ngo\u00e0i \u00fd mu\u1ed1n v\u00e0 chi ph\u00ed s\u1eeda ch\u1eefa \u0111\u1eaft \u0111\u1ecf. Nh\u01b0ng v\u1edbi s\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a K\u1ef7 nguy\u00ean V\u1ea1n V\u1eadt K\u1ebft N\u1ed1i (IoT) v\u00e0 C\u00f4ng nghi\u1ec7p 4.0, <a href=\"https:\/\/yp.vn\/nganh-nghe\/cong-nghiep-co-khi-cong-nghiep-102\/bac-dan-vong-bi-802\/\" rel=\"nofollow noopener\" target=\"_blank\"><strong>b\u1ea1c \u0111\u1ea1n<\/strong><\/a> \u0111ang l\u1ed9t x\u00e1c ngo\u1ea1n m\u1ee5c, t\u1eeb m\u1ed9t linh ki\u1ec7n c\u01a1 kh\u00ed t\u0129nh l\u1eb7ng tr\u1edf th\u00e0nh m\u1ed9t c\u1ea3m bi\u1ebfn th\u00f4ng minh, c\u00f3 kh\u1ea3 n\u0103ng &#8220;l\u00ean ti\u1ebfng&#8221; v\u1ec1 t\u00ecnh tr\u1ea1ng s\u1ee9c kh\u1ecfe c\u1ee7a ch\u00ednh m\u00ecnh.<\/p>\n<h3 data-path-to-node=\"4\">Th\u00e1ch th\u1ee9c c\u1ee7a B\u1ea3o tr\u00ec Truy\u1ec1n th\u1ed1ng: B\u00e0i to\u00e1n &#8220;\u0110\u01b0\u1ee3c \u0103n c\u1ea3, ng\u00e3 v\u1ec1 kh\u00f4ng&#8221;<\/h3>\n<p data-path-to-node=\"5\">Theo ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec truy\u1ec1n th\u1ed1ng, c\u00e1c doanh nghi\u1ec7p th\u01b0\u1eddng \u00e1p d\u1ee5ng hai h\u00ecnh th\u1ee9c ch\u00ednh: b\u1ea3o tr\u00ec \u0111\u1ecbnh k\u1ef3 (theo l\u1ecbch tr\u00ecnh) v\u00e0 b\u1ea3o tr\u00ec s\u1eeda ch\u1eefa khi h\u1ecfng h\u00f3c (reactive maintenance). B\u1ea3o tr\u00ec \u0111\u1ecbnh k\u1ef3 y\u00eau c\u1ea7u m\u00e1y m\u00f3c ph\u1ea3i ng\u1eebng ho\u1ea1t \u0111\u1ed9ng sau m\u1ed9t kho\u1ea3ng th\u1eddi gian nh\u1ea5t \u0111\u1ecbnh \u0111\u1ec3 ki\u1ec3m tra v\u00e0 thay th\u1ebf linh ki\u1ec7n, b\u1ea5t k\u1ec3 ch\u00fang c\u00f3 th\u1ef1c s\u1ef1 c\u1ea7n hay kh\u00f4ng. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn vi\u1ec7c thay th\u1ebf s\u1edbm c\u00e1c b\u1ed9 ph\u1eadn v\u1eabn c\u00f2n t\u1ed1t, g\u00e2y l\u00e3ng ph\u00ed. Ng\u01b0\u1ee3c l\u1ea1i, b\u1ea3o tr\u00ec s\u1eeda ch\u1eefa khi h\u1ecfng h\u00f3c l\u1ea1i ti\u1ec1m \u1ea9n r\u1ee7i ro cao h\u01a1n nhi\u1ec1u. Khi m\u1ed9t b\u1ea1c \u0111\u1ea1n h\u1ecfng h\u00f3c \u0111\u1ed9t ng\u1ed9t trong qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh, n\u00f3 kh\u00f4ng ch\u1ec9 l\u00e0m ng\u1eebng tr\u1ec7 to\u00e0n b\u1ed9 d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t m\u00e0 c\u00f2n c\u00f3 th\u1ec3 g\u00e2y h\u01b0 h\u1ea1i nghi\u00eam tr\u1ecdng cho c\u00e1c b\u1ed9 ph\u1eadn kh\u00e1c c\u1ee7a m\u00e1y, d\u1eabn \u0111\u1ebfn chi ph\u00ed s\u1eeda ch\u1eefa \u0111\u1ed9i l\u00ean g\u1ea5p nhi\u1ec1u l\u1ea7n v\u00e0 l\u00e0m m\u1ea5t uy t\u00edn c\u1ee7a doanh nghi\u1ec7p.<\/p>\n<p data-path-to-node=\"6\">Ch\u00ednh v\u00ec v\u1eady, nhu c\u1ea7u v\u1ec1 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec hi\u1ec7u qu\u1ea3 v\u00e0 ch\u1ee7 \u0111\u1ed9ng h\u01a1n \u0111\u00e3 tr\u1edf n\u00ean c\u1ea5p thi\u1ebft.<\/p>\n<div id=\"attachment_14346592\" style=\"width: 609px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14346592\" class=\"wp-image-14346592 size-full\" src=\"https:\/\/yp.vn\/wp-content\/uploads\/2026\/01\/7a-1.jpg\" alt=\"b\u1ea1c \u0111\u1ea1n 1\" width=\"599\" height=\"410\" srcset=\"https:\/\/yp.com.vn\/wp-content\/uploads\/2026\/01\/7a-1.jpg 599w, https:\/\/yp.com.vn\/wp-content\/uploads\/2026\/01\/7a-1-300x205.jpg 300w\" sizes=\"auto, (max-width: 599px) 100vw, 599px\" \/><p id=\"caption-attachment-14346592\" class=\"wp-caption-text\">b\u1ea1c \u0111\u1ea1n (hay v\u00f2ng bi) l\u00e0 m\u1ed9t th\u00e0nh ph\u1ea7n c\u01a1 kh\u00ed t\u01b0\u1edfng ch\u1eebng nh\u1ecf b\u00e9 nh\u01b0ng l\u1ea1i \u0111\u00f3ng vai tr\u00f2 t\u1ed1i quan tr\u1ecdng<\/p><\/div>\n<h3 data-path-to-node=\"7\">B\u1ea1c \u0111\u1ea1n Th\u00f4ng minh (Smart Bearings) ra \u0111\u1eddi: Khi Linh ki\u1ec7n bi\u1ebft &#8220;N\u00f3i chuy\u1ec7n&#8221;<\/h3>\n<p data-path-to-node=\"8\">S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a IoT \u0111\u00e3 m\u1edf ra m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi cho ng\u00e0nh c\u00f4ng nghi\u1ec7p, v\u00e0 <a href=\"https:\/\/yp.vn\/nganh-nghe\/cong-nghiep-co-khi-cong-nghiep-102\/bac-dan-vong-bi-802\/\" rel=\"nofollow noopener\" target=\"_blank\"><strong>b\u1ea1c \u0111\u1ea1n<\/strong><\/a> kh\u00f4ng n\u1eb1m ngo\u00e0i xu th\u1ebf \u0111\u00f3. Kh\u00e1i ni\u1ec7m <b data-path-to-node=\"8\" data-index-in-node=\"119\">b\u1ea1c \u0111\u1ea1n th\u00f4ng minh (Smart Bearings)<\/b> kh\u00f4ng c\u00f2n l\u00e0 vi\u1ec5n t\u01b0\u1edfng. Ch\u00fang l\u00e0 nh\u1eefng b\u1ea1c \u0111\u1ea1n \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p tr\u1ef1c ti\u1ebfp c\u00e1c c\u1ea3m bi\u1ebfn si\u00eau nh\u1ecf, ho\u1eb7c \u0111\u01b0\u1ee3c g\u1eafn k\u00e8m c\u00e1c thi\u1ebft b\u1ecb c\u1ea3m bi\u1ebfn kh\u00f4ng d\u00e2y b\u00ean ngo\u00e0i, \u0111\u1ec3 li\u00ean t\u1ee5c gi\u00e1m s\u00e1t c\u00e1c th\u00f4ng s\u1ed1 quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng.<\/p>\n<p data-path-to-node=\"9\">C\u00e1c lo\u1ea1i c\u1ea3m bi\u1ebfn ph\u1ed5 bi\u1ebfn \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng bao g\u1ed3m:<\/p>\n<ul data-path-to-node=\"10\">\n<li>\n<p data-path-to-node=\"10,0,0\"><b data-path-to-node=\"10,0,0\" data-index-in-node=\"0\">C\u1ea3m bi\u1ebfn rung (Vibration Sensors):<\/b> \u0110\u00e2y l\u00e0 lo\u1ea1i c\u1ea3m bi\u1ebfn quan tr\u1ecdng nh\u1ea5t. M\u1ed7i lo\u1ea1i h\u01b0 h\u1ecfng c\u1ee7a <a href=\"http:\/\/www.daycuroabando.com\" rel=\"nofollow noopener\" target=\"_blank\"><strong>b\u1ea1c \u0111\u1ea1n<\/strong><\/a> (n\u1ee9t v\u1ee1 v\u00e0nh, r\u1ed7 bi, m\u00f2n l\u1ed3ng&#8230;) \u0111\u1ec1u t\u1ea1o ra m\u1ed9t &#8220;d\u1ea5u v\u00e2n tay&#8221; rung \u0111\u1ed9ng \u0111\u1eb7c tr\u01b0ng. Ph\u00e2n t\u00edch ph\u1ed5 rung \u0111\u1ed9ng c\u00f3 th\u1ec3 ti\u1ebft l\u1ed9 lo\u1ea1i h\u01b0 h\u1ecfng v\u00e0 m\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"10,1,0\"><b data-path-to-node=\"10,1,0\" data-index-in-node=\"0\">C\u1ea3m bi\u1ebfn nhi\u1ec7t \u0111\u1ed9 (Temperature Sensors):<\/b> Nhi\u1ec7t \u0111\u1ed9 t\u0103ng b\u1ea5t th\u01b0\u1eddng l\u00e0 d\u1ea5u hi\u1ec7u r\u00f5 r\u00e0ng c\u1ee7a ma s\u00e1t qu\u00e1 m\u1ee9c, th\u01b0\u1eddng do b\u00f4i tr\u01a1n k\u00e9m ho\u1eb7c b\u1ea1c \u0111\u1ea1n b\u1ecb h\u1ecfng.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"10,2,0\"><b data-path-to-node=\"10,2,0\" data-index-in-node=\"0\">C\u1ea3m bi\u1ebfn \u00e2m thanh (Acoustic Sensors):<\/b> T\u01b0\u01a1ng t\u1ef1 nh\u01b0 rung \u0111\u1ed9ng, \u00e2m thanh b\u1ea5t th\u01b0\u1eddng (ti\u1ebfng r\u00edt, ti\u1ebfng l\u1ea1ch c\u1ea1ch) c\u0169ng l\u00e0 ch\u1ec9 b\u00e1o s\u1edbm v\u1ec1 c\u00e1c v\u1ea5n \u0111\u1ec1 ti\u1ec1m \u1ea9n.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"10,3,0\"><b data-path-to-node=\"10,3,0\" data-index-in-node=\"0\">C\u1ea3m bi\u1ebfn t\u1ed1c \u0111\u1ed9 v\u00e0 t\u1ea3i tr\u1ecdng:<\/b> Gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111i\u1ec1u ki\u1ec7n v\u1eadn h\u00e0nh v\u00e0 m\u1ed1i t\u01b0\u01a1ng quan v\u1edbi hi\u1ec7u su\u1ea5t b\u1ea1c \u0111\u1ea1n.<\/p>\n<\/li>\n<\/ul>\n<p data-path-to-node=\"11\">D\u1eef li\u1ec7u t\u1eeb c\u00e1c c\u1ea3m bi\u1ebfn n\u00e0y \u0111\u01b0\u1ee3c thu th\u1eadp, x\u1eed l\u00fd v\u00e0 truy\u1ec1n t\u1ea3i kh\u00f4ng d\u00e2y \u0111\u1ebfn m\u1ed9t n\u1ec1n t\u1ea3ng \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (cloud-based platform). T\u1ea1i \u0111\u00e2y, c\u00e1c thu\u1eadt to\u00e1n ph\u00e2n t\u00edch d\u1eef li\u1ec7u ti\u00ean ti\u1ebfn, th\u01b0\u1eddng s\u1eed d\u1ee5ng <b data-path-to-node=\"11\" data-index-in-node=\"200\">Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o (AI)<\/b> v\u00e0 <b data-path-to-node=\"11\" data-index-in-node=\"225\">H\u1ecdc m\u00e1y (Machine Learning)<\/b>, s\u1ebd l\u00e0m nhi\u1ec7m v\u1ee5 &#8220;gi\u1ea3i m\u00e3&#8221; th\u00f4ng tin.<\/p>\n<h3 data-path-to-node=\"12\">Chuy\u1ec3n \u0111\u1ed5i sang B\u1ea3o tr\u00ec D\u1ef1 \u0111o\u00e1n (Predictive Maintenance)<\/h3>\n<p data-path-to-node=\"13\">V\u1edbi b\u1ea1c \u0111\u1ea1n th\u00f4ng minh v\u00e0 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n <b data-path-to-node=\"13\" data-index-in-node=\"96\">B\u1ea3o tr\u00ec D\u1ef1 \u0111o\u00e1n (Predictive Maintenance \u2013 PdM)<\/b>. Thay v\u00ec b\u1ea3o tr\u00ec theo l\u1ecbch tr\u00ecnh hay \u0111\u1ee3i \u0111\u1ebfn khi h\u1ecfng h\u00f3c, PdM cho ph\u00e9p d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c th\u1eddi \u0111i\u1ec3m m\u1ed9t b\u1ea1c \u0111\u1ea1n c\u00f3 kh\u1ea3 n\u0103ng b\u1ecb l\u1ed7i.<\/p>\n<p data-path-to-node=\"14\"><b data-path-to-node=\"14\" data-index-in-node=\"0\">C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a PdM:<\/b><\/p>\n<ol start=\"1\" data-path-to-node=\"15\">\n<li>\n<p data-path-to-node=\"15,0,0\"><b data-path-to-node=\"15,0,0\" data-index-in-node=\"0\">Thu th\u1eadp d\u1eef li\u1ec7u li\u00ean t\u1ee5c:<\/b> C\u00e1c c\u1ea3m bi\u1ebfn tr\u00ean <a href=\"http:\/\/tstvietnam.vn\" rel=\"nofollow noopener\" target=\"_blank\"><strong>b\u1ea1c \u0111\u1ea1n<\/strong><\/a> gi\u00e1m s\u00e1t 24\/7.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"15,1,0\"><b data-path-to-node=\"15,1,0\" data-index-in-node=\"0\">Ph\u00e2n t\u00edch d\u1eef li\u1ec7u b\u1eb1ng AI\/ML:<\/b> C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9 \u0111\u1ec3 nh\u1eadn di\u1ec7n c\u00e1c m\u00f4 h\u00ecnh b\u1ea5t th\u01b0\u1eddng, so s\u00e1nh v\u1edbi c\u00e1c \u0111i\u1ec1u ki\u1ec7n ho\u1ea1t \u0111\u1ed9ng b\u00ecnh th\u01b0\u1eddng v\u00e0 d\u1ef1 b\u00e1o xu h\u01b0\u1edbng.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"15,2,0\"><b data-path-to-node=\"15,2,0\" data-index-in-node=\"0\">C\u1ea3nh b\u00e1o v\u00e0 \u0110\u1ec1 xu\u1ea5t:<\/b> Khi m\u1ed9t b\u1ea1c \u0111\u1ea1n b\u1eaft \u0111\u1ea7u c\u00f3 d\u1ea5u hi\u1ec7u xu\u1ed1ng c\u1ea5p, h\u1ec7 th\u1ed1ng s\u1ebd t\u1ef1 \u0111\u1ed9ng g\u1eedi c\u1ea3nh b\u00e1o \u0111\u1ebfn k\u1ef9 s\u01b0 b\u1ea3o tr\u00ec, k\u00e8m theo d\u1ef1 \u0111o\u00e1n v\u1ec1 th\u1eddi gian c\u00f2n l\u1ea1i tr\u01b0\u1edbc khi c\u00f3 th\u1ec3 x\u1ea3y ra l\u1ed7i.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"15,3,0\"><b data-path-to-node=\"15,3,0\" data-index-in-node=\"0\">H\u00e0nh \u0111\u1ed9ng ch\u1ee7 \u0111\u1ed9ng:<\/b> K\u1ef9 s\u01b0 c\u00f3 th\u1ec3 l\u00ean k\u1ebf ho\u1ea1ch thay th\u1ebf ho\u1eb7c s\u1eeda ch\u1eefa v\u00e0o th\u1eddi \u0111i\u1ec3m th\u00edch h\u1ee3p nh\u1ea5t, th\u01b0\u1eddng l\u00e0 trong c\u00e1c \u0111\u1ee3t ng\u1eebng m\u00e1y theo k\u1ebf ho\u1ea1ch, tr\u00e1nh \u0111\u01b0\u1ee3c vi\u1ec7c d\u1eebng m\u00e1y \u0111\u1ed9t ng\u1ed9t kh\u00f4ng mong mu\u1ed1n.<\/p>\n<\/li>\n<\/ol>\n<div id=\"attachment_14346593\" style=\"width: 694px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14346593\" class=\"wp-image-14346593 size-full\" src=\"https:\/\/yp.vn\/wp-content\/uploads\/2026\/01\/8a.jpg\" alt=\"b\u1ea1c \u0111\u1ea1n 2\" width=\"684\" height=\"383\" srcset=\"https:\/\/yp.com.vn\/wp-content\/uploads\/2026\/01\/8a.jpg 684w, https:\/\/yp.com.vn\/wp-content\/uploads\/2026\/01\/8a-300x168.jpg 300w\" sizes=\"auto, (max-width: 684px) 100vw, 684px\" \/><p id=\"caption-attachment-14346593\" class=\"wp-caption-text\">b\u1ea1c \u0111\u1ea1n (hay v\u00f2ng bi) l\u00e0 m\u1ed9t th\u00e0nh ph\u1ea7n c\u01a1 kh\u00ed t\u01b0\u1edfng ch\u1eebng nh\u1ecf b\u00e9 nh\u01b0ng l\u1ea1i \u0111\u00f3ng vai tr\u00f2 t\u1ed1i quan tr\u1ecdng<\/p><\/div>\n<h3 data-path-to-node=\"16\">L\u1ee3i \u00edch to l\u1edbn c\u1ee7a B\u1ea3o tr\u00ec D\u1ef1 \u0111o\u00e1n<\/h3>\n<p data-path-to-node=\"17\">Vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i sang PdM mang l\u1ea1i v\u00f4 v\u00e0n l\u1ee3i \u00edch cho doanh nghi\u1ec7p:<\/p>\n<ul data-path-to-node=\"18\">\n<li>\n<p data-path-to-node=\"18,0,0\"><b data-path-to-node=\"18,0,0\" data-index-in-node=\"0\">Gi\u1ea3m thi\u1ec3u th\u1eddi gian ch\u1ebft ngo\u00e0i \u00fd mu\u1ed1n:<\/b> \u0110\u00e2y l\u00e0 l\u1ee3i \u00edch quan tr\u1ecdng nh\u1ea5t. B\u1eb1ng c\u00e1ch thay th\u1ebf b\u1ea1c \u0111\u1ea1n tr\u01b0\u1edbc khi ch\u00fang h\u1ecfng, doanh nghi\u1ec7p tr\u00e1nh \u0111\u01b0\u1ee3c c\u00e1c gi\u00e1n \u0111o\u1ea1n s\u1ea3n xu\u1ea5t t\u1ed1n k\u00e9m.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"18,1,0\"><b data-path-to-node=\"18,1,0\" data-index-in-node=\"0\">K\u00e9o d\u00e0i tu\u1ed5i th\u1ecd thi\u1ebft b\u1ecb:<\/b> Ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u1ecf gi\u00fap ng\u0103n ch\u1eb7n ch\u00fang leo thang th\u00e0nh c\u00e1c h\u01b0 h\u1ecfng l\u1edbn h\u01a1n, b\u1ea3o v\u1ec7 c\u00e1c b\u1ed9 ph\u1eadn m\u00e1y m\u00f3c kh\u00e1c.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"18,2,0\"><b data-path-to-node=\"18,2,0\" data-index-in-node=\"0\">T\u1ed1i \u01b0u h\u00f3a chi ph\u00ed b\u1ea3o tr\u00ec:<\/b> Kh\u00f4ng c\u00f2n thay th\u1ebf linh ki\u1ec7n khi ch\u00fang c\u00f2n t\u1ed1t, kh\u00f4ng c\u00f2n chi ph\u00ed s\u1eeda ch\u1eefa kh\u1ea9n c\u1ea5p v\u00e0 \u0111\u1eaft \u0111\u1ecf do h\u1ecfng h\u00f3c b\u1ea5t ng\u1edd.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"18,3,0\"><b data-path-to-node=\"18,3,0\" data-index-in-node=\"0\">N\u00e2ng cao an to\u00e0n v\u1eadn h\u00e0nh:<\/b> Gi\u1ea3m nguy c\u01a1 s\u1ef1 c\u1ed1 m\u00e1y m\u00f3c c\u00f3 th\u1ec3 g\u00e2y h\u1ea1i cho nh\u00e2n vi\u00ean.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"18,4,0\"><b data-path-to-node=\"18,4,0\" data-index-in-node=\"0\">Hi\u1ec7u qu\u1ea3 n\u0103ng l\u01b0\u1ee3ng:<\/b> B\u1ea1c \u0111\u1ea1n \u0111\u01b0\u1ee3c b\u00f4i tr\u01a1n t\u1ed1t v\u00e0 ho\u1ea1t \u0111\u1ed9ng tr\u01a1n tru s\u1ebd \u00edt ti\u00eau th\u1ee5 n\u0103ng l\u01b0\u1ee3ng h\u01a1n.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"18,5,0\"><b data-path-to-node=\"18,5,0\" data-index-in-node=\"0\">T\u1ea7m nh\u00ecn s\u00e2u s\u1eafc v\u1ec1 hi\u1ec7u su\u1ea5t:<\/b> D\u1eef li\u1ec7u thu th\u1eadp li\u00ean t\u1ee5c cung c\u1ea5p c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n v\u1ec1 hi\u1ec7u su\u1ea5t c\u1ee7a t\u1eebng c\u1ed7 m\u00e1y, gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t.<\/p>\n<\/li>\n<\/ul>\n<h3 data-path-to-node=\"19\">T\u01b0\u01a1ng lai c\u1ee7a B\u1ea1c \u0111\u1ea1n Th\u00f4ng minh<\/h3>\n<p data-path-to-node=\"20\">K\u1ef7 nguy\u00ean IoT m\u1edbi ch\u1ec9 l\u00e0 s\u1ef1 kh\u1edfi \u0111\u1ea7u. Trong t\u01b0\u01a1ng lai, b\u1ea1c \u0111\u1ea1n th\u00f4ng minh s\u1ebd ng\u00e0y c\u00e0ng tr\u1edf n\u00ean tinh vi h\u01a1n. Ch\u00fang ta c\u00f3 th\u1ec3 th\u1ea5y s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a:<\/p>\n<ul data-path-to-node=\"21\">\n<li>\n<p data-path-to-node=\"21,0,0\"><b data-path-to-node=\"21,0,0\" data-index-in-node=\"0\">V\u00f2ng bi t\u1ef1 ph\u1ee5c h\u1ed3i:<\/b> Kh\u1ea3 n\u0103ng t\u1ef1 s\u1eeda ch\u1eefa c\u00e1c v\u1ebft n\u1ee9t nh\u1ecf b\u1eb1ng v\u1eadt li\u1ec7u th\u00f4ng minh.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"21,1,0\"><b data-path-to-node=\"21,1,0\" data-index-in-node=\"0\">T\u00edch h\u1ee3p n\u0103ng l\u01b0\u1ee3ng:<\/b> B\u1ea1c \u0111\u1ea1n t\u1ef1 t\u1ea1o ra n\u0103ng l\u01b0\u1ee3ng t\u1eeb chuy\u1ec3n \u0111\u1ed9ng c\u1ee7a m\u00ecnh \u0111\u1ec3 nu\u00f4i c\u00e1c c\u1ea3m bi\u1ebfn, lo\u1ea1i b\u1ecf nhu c\u1ea7u v\u1ec1 pin.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"21,2,0\"><b data-path-to-node=\"21,2,0\" data-index-in-node=\"0\">Ph\u00e2n t\u00edch h\u1ecdc s\u00e2u (Deep Learning):<\/b> C\u00e1c m\u00f4 h\u00ecnh AI ph\u1ee9c t\u1ea1p h\u01a1n c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n c\u00e1c d\u1ea1ng l\u1ed7i tinh vi h\u01a1n v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n n\u1eefa.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"21,3,0\"><b data-path-to-node=\"21,3,0\" data-index-in-node=\"0\">K\u1ebft n\u1ed1i li\u1ec1n m\u1ea1ch v\u1edbi h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e0i s\u1ea3n (EAM\/CMMS):<\/b> D\u1eef li\u1ec7u t\u1eeb b\u1ea1c \u0111\u1ea1n th\u00f4ng minh s\u1ebd t\u1ef1 \u0111\u1ed9ng c\u1eadp nh\u1eadt v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd doanh nghi\u1ec7p, t\u1ea1o ra m\u1ed9t h\u1ec7 sinh th\u00e1i s\u1ea3n xu\u1ea5t th\u00f4ng minh v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a cao.<\/p>\n<\/li>\n<\/ul>\n<p data-path-to-node=\"22\">T\u1eeb m\u1ed9t th\u00e0nh ph\u1ea7n c\u01a1 kh\u00ed &#8220;th\u1ea7m l\u1eb7ng&#8221; ch\u1ec9 l\u00e0m nhi\u1ec7m v\u1ee5 ch\u1ecbu t\u1ea3i v\u00e0 gi\u1ea3m ma s\u00e1t, b\u1ea1c \u0111\u1ea1n v\u00f2ng bi \u0111\u00e3 v\u00e0 \u0111ang tr\u1edf th\u00e0nh m\u1ed9t nh\u00e2n t\u1ed1 ch\u1ee7 \u0111\u1ed9ng, c\u00f3 kh\u1ea3 n\u0103ng &#8220;giao ti\u1ebfp&#8221; v\u00e0 cung c\u1ea5p th\u00f4ng tin qu\u00fd gi\u00e1. S\u1ef1 chuy\u1ec3n m\u00ecnh n\u00e0y kh\u00f4ng ch\u1ec9 thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta b\u1ea3o tr\u00ec m\u00e1y m\u00f3c m\u00e0 c\u00f2n \u0111\u1ecbnh h\u00ecnh l\u1ea1i to\u00e0n b\u1ed9 b\u1ee9c tranh v\u1ec1 hi\u1ec7u su\u1ea5t, chi ph\u00ed v\u00e0 an to\u00e0n trong ng\u00e0nh c\u00f4ng nghi\u1ec7p 4.0. B\u1ea1c \u0111\u1ea1n th\u00f4ng minh th\u1ef1c s\u1ef1 l\u00e0 m\u1ed9t minh ch\u1ee9ng h\u00f9ng h\u1ed3n cho vi\u1ec7c ngay c\u1ea3 nh\u1eefng b\u1ed9 ph\u1eadn t\u01b0\u1edfng ch\u1eebng \u0111\u01a1n gi\u1ea3n nh\u1ea5t c\u0169ng c\u00f3 th\u1ec3 tr\u1edf n\u00ean m\u1ea1nh m\u1ebd v\u00e0 th\u00f4ng minh h\u01a1n nh\u1edd c\u00f4ng ngh\u1ec7.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong th\u1ebf gi\u1edbi c\u00f4ng nghi\u1ec7p hi\u1ec7n \u0111\u1ea1i, b\u1ea1c \u0111\u1ea1n (hay v\u00f2ng bi) l\u00e0 m\u1ed9t th\u00e0nh ph\u1ea7n c\u01a1 kh\u00ed t\u01b0\u1edfng ch\u1eebng nh\u1ecf b\u00e9 nh\u01b0ng l\u1ea1i \u0111\u00f3ng vai tr\u00f2 t\u1ed1i quan tr\u1ecdng. Ch\u00fang l\u00e0 x\u01b0\u01a1ng s\u1ed1ng c\u1ee7a m\u1ecdi c\u1ed7 m\u00e1y quay, t\u1eeb \u0111\u1ed9ng c\u01a1 \u0111i\u1ec7n nh\u1ecf \u0111\u1ebfn c\u00e1c tuabin gi\u00f3 kh\u1ed5ng l\u1ed3, \u0111\u1ea3m b\u1ea3o s\u1ef1 v\u1eadn h\u00e0nh&#8230; <a class=\"view-article\" href=\"https:\/\/yp.com.vn\/bac-dan-vong-bi-trong-ky-nguyen-iot-tu-co-khi-den-du-bao-loi\/\">Xem b\u00e0i vi\u1ebft<\/a><\/p>\n","protected":false},"author":3,"featured_media":14346594,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ep_exclude_from_search":false,"footnotes":""},"categories":[2542],"tags":[],"class_list":["post-14346591","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bac-dan-vong-bi"],"acf":[],"_links":{"self":[{"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/posts\/14346591","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/comments?post=14346591"}],"version-history":[{"count":1,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/posts\/14346591\/revisions"}],"predecessor-version":[{"id":14346595,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/posts\/14346591\/revisions\/14346595"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/media\/14346594"}],"wp:attachment":[{"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/media?parent=14346591"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/categories?post=14346591"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/tags?post=14346591"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}